Feature Selection algorithm for a high featured data
Have you tried any possibilities?

You have many possible approaches.

FeatureMiner (http://featureselection.asu.edu/index.php) or SkLearn (https://scikit-learn.org/) are popular options for your purposes. 

The documentation from these two possibilities is also interesting.